{"id":"W3186264194","doi":"10.1111/hepr.13701","title":"Treatment patterns and medical costs after hepatectomy in real‐world practice for patients with hepatocellular carcinoma in Japan","year":2021,"lang":"en","type":"article","venue":"Hepatology Research","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eisai Canada; Eisai","keywords":"Medicine; Hepatectomy; Hepatocellular carcinoma; Internal medicine; Stage (stratigraphy); Medical record; Confidence interval; Comorbidity; Surgery; Resection","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008438725,0.0003284367,0.0007728141,0.0007414218,0.0001029053,0.00003949882,0.0001114458,0.0003314545,0.0002707083],"category_scores_gemma":[0.0008608412,0.0002596092,0.00009514761,0.0008935008,0.0002446107,0.0001435283,0.000141186,0.0005986487,0.00002340673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008265551,"about_ca_system_score_gemma":0.0009747794,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007129258,"about_ca_topic_score_gemma":0.02700135,"domain_scores_codex":[0.9958463,0.000872149,0.0005090365,0.0009184235,0.0008347461,0.00101937],"domain_scores_gemma":[0.9964541,0.00191048,0.00006308827,0.0005286172,0.0005732531,0.0004704571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003270164,0.002503549,0.9737311,0.0001888546,0.0001161989,0.01343879,0.0006898846,2.327112e-8,0.00001168868,0.0001239219,0.00004446538,0.005881364],"study_design_scores_gemma":[0.01421055,0.002687258,0.9737815,0.0002615123,0.000119,0.0002949445,0.0005324719,0.003014762,0.001016642,0.00003173854,0.003781136,0.0002684316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913845,0.0009226994,0.000006044459,0.004354103,0.00005286569,0.002304043,0.00004110258,0.00002863885,0.0009060075],"genre_scores_gemma":[0.9955416,0.001013816,0.0003628948,0.0002082564,0.00006075642,0.002007226,0.000333268,0.00006151779,0.000410614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01987209,"threshold_uncertainty_score":0.9999856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07552581306476802,"score_gpt":0.3520575269492803,"score_spread":0.2765317138845123,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}